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        "author": "MD2K.org",
        "author_email": "dev@md2k.org",
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        "classifiers": [
            "Development Status :: 5 - Production/Stable",
            "Intended Audience :: Healthcare Industry",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: BSD License",
            "Natural Language :: English",
            "Programming Language :: Python :: 3",
            "Topic :: Scientific/Engineering :: Information Analysis",
            "Topic :: System :: Distributed Computing"
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        "description": "# CerebralCortex Kernel\nCerebral Cortex is the big data cloud companion of mCerebrum designed to support population-scale data analysis, visualization, model development, and intervention design for mobile sensor data.\n\nYou can find more information about MD2K software on our [software website](https://md2k.org/software) or the MD2K organization on our [MD2K website](https://md2k.org/).\n\nCerebralCortex Kernel is part of our [CerebralCortex cloud platform](https://github.com/MD2Korg/CerebralCortex). CerebralCortex Kernel is mainly responsible to store/retrieve mobile sensor data along with it's metadata. \n\n**Note**:\n\nWe have renamed following repositories.\n\n* CerebralCortex-Platform -> CerebralCortex\n* CerebralCortex - >  CerebralCortex-Kernel\n\n## Installation\nCerebralCortex-Kernel is a part of CerebralCortex cloud platform. To test the complete cloud platform, please visit [CerebralCortex](https://github.com/MD2Korg/CerebralCortex).\n\nCerebralCortex-Kernel requires minimum [Python3.6](https://www.python.org/downloads/release/python-360/). To install CerebralCortex-Kernel as an API:\n\n```git clone https://github.com/MD2Korg/CerebralCortex-kernel.git```\n\n`cd cerebralcortex-kernel`\n\n`git checkout 3.0`\n\n\n```sudo python3 setup.py install```\n\n## Code Example\nExample folder (`cerebralcortex-kernel/cerebralcortex/example`) contains basic examples on how to use CerebralCortex-Kernel api.\n\n## FAQ\n**1 - Do I need whole CerebralCortex cloud platform to use CerebralCortex-Kernal?**\n\nNo! If you want to use CerebralCortex-Kernel independently then you would need: \n* Backend storage (FileSystem/HDFS and MySQL) with some data. Here is [some sample data](TODO) to play with.\n* Setup the [configurations](https://github.com/MD2Korg/CerebralCortex-Kernel/tree/master/conf)\n* Use the [examples](TODO) to start exploring data\n\n**2 - I do not want to use FileSystem/HDFS as NoSQL storage. How can I change NoSQL storage backend?**\n\nCerebralCortex-Kernel follows component based structure. This makes it easier to add/remove features. \n* Add a new class in [Data manager-Raw](https://github.com/MD2Korg/CerebralCortex-Kernel/blob/master/cerebralcortex/core/data_manager/raw/). \n* New class must have read/write methods. Here is a sample [skeleton class](https://github.com/MD2Korg/CerebralCortex-Kernel/blob/master/cerebralcortex/core/data_manager/raw/storage_blueprint.py) with mandatory methods required in the new class.\n* Create an object of new class in [Data-Raw](https://github.com/MD2Korg/CerebralCortex-Kernel/blob/master/cerebralcortex/core/data_manager/raw/data.py) with appropriate parameters.\n* Add appropriate configurations in [cerebralcortex.yml](https://github.com/MD2Korg/CerebralCortex-Kernel/blob/master/conf/cerebralcortex.yml) in (NoSQL Storage)[https://github.com/MD2Korg/CerebralCortex-Kernel/blob/master/conf/cerebralcortex.yml#L8] section.\n\n**3 - How can I replace MySQL with another SQL storage system?** \n\n* Add a new class in [Data manager-SQL](https://github.com/MD2Korg/CerebralCortex-Kernel/tree/master/cerebralcortex/core/data_manager/sql). \n* New class must implement all of the methods available in (stream_handler.py)[https://github.com/MD2Korg/CerebralCortex-Kernel/blob/master/cerebralcortex/core/data_manager/sql/stream_handler.py] class.\n* Create an object of new class in [Data-SQL](https://github.com/MD2Korg/CerebralCortex-Kernel/blob/master/cerebralcortex/core/data_manager/sql/data.py) with appropriate parameters.\n* Add appropriate configurations in [cerebralcortex.yml](https://github.com/MD2Korg/CerebralCortex-Kernel/blob/master/conf/cerebralcortex.yml) in (Relational Storage)[https://github.com/MD2Korg/CerebralCortex-Kernel/blob/master/conf/cerebralcortex.yml#L31] section.\n\n**4 - Where are all the backend storage related classes/methods?**    \n\nIn [Data manager-Raw](https://github.com/MD2Korg/CerebralCortex-Kernel/blob/master/cerebralcortex/core/data_manager/). You can add/change any backend storage.\n\n\n## Contributing\nPlease read our [Contributing Guidelines](https://md2k.org/contributing/contributing-guidelines.html) for details on the process for submitting pull requests to us.\n\nWe use the [Python PEP 8 Style Guide](https://www.python.org/dev/peps/pep-0008/).\n\nOur [Code of Conduct](https://md2k.org/contributing/code-of-conduct.html) is the [Contributor Covenant](https://www.contributor-covenant.org/).\n\nBug reports can be submitted through [JIRA](https://md2korg.atlassian.net/secure/Dashboard.jspa).\n\nOur discussion forum can be found [here](https://discuss.md2k.org/).\n\n## Versioning\n\nWe use [Semantic Versioning](https://semver.org/) for versioning the software which is based on the following guidelines.\n\nMAJOR.MINOR.PATCH (example: 3.0.12)\n\n  1. MAJOR version when incompatible API changes are made,\n  2. MINOR version when functionality is added in a backwards-compatible manner, and\n  3. PATCH version when backwards-compatible bug fixes are introduced.\n\nFor the versions available, see [this repository's tags](https://github.com/MD2Korg/CerebralCortex/tags).\n\n## Contributors\n\nLink to the [list of contributors](https://github.com/MD2Korg/CerebralCortex-Kernel/graphs/contributors) who participated in this project.\n\n## License\n\nThis project is licensed under the BSD 2-Clause - see the [license](https://md2k.org/software-under-the-hood/software-uth-license) file for details.\n\n## Acknowledgments\n\n* [National Institutes of Health](https://www.nih.gov/) - [Big Data to Knowledge Initiative](https://datascience.nih.gov/bd2k)\n  * Grants: R01MD010362, 1UG1DA04030901, 1U54EB020404, 1R01CA190329, 1R01DE02524, R00MD010468, 3UH2DA041713, 10555SC\n* [National Science Foundation](https://www.nsf.gov/)\n  * Grants: 1640813, 1722646\n* [Intelligence Advanced Research Projects Activity](https://www.iarpa.gov/)\n  * Contract: 2017-17042800006\n\n",
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